Grounded autonomous research: a fault-tolerant LLM pipeline from corpus to manuscript in frontier computational physics

Haonan Huang

Autonomous-research agents have demonstrated end-to-end LLM automation in machine-learning sandboxes where execution provides calibration. Frontier physical science differs categor…